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From SDE to ML Infrastructure: A 0-to-1 Study Guide
A practical 6 – 8 week roadmap for software engineers to transition into ML Infrastructure. Learn MLOps tools, deployment, monitoring, and industry insights for a successful career shift.
Andrew X.
Sep 8, 20253 min read
Average MLE vs. Great MLE: Where Does the Real Gap Lie?
Many candidates preparing for a job change or aiming for a promotion often ask me: “Is there a cheat code or any solid resources I can...
Leon Li
Jul 24, 20254 min read
Understanding the Core Tech Stack Differences of MLE Roles at Top LLM Companies
(OpenAI, Anthropic, xAI, Google DeepMind, Meta) Recently, as we coach job seekers targeting MLE roles in the LLM domain, one question...
Andrew X.
Jul 13, 20254 min read
TOP TOPICS FREQUENTLY ASKED IN MLE INTERVIEWS AT MAJOR TECH COMPANIES
With 8 years of experience as a Machine Learning Engineer at companies like Google and Meta, I’ve been on both sides of the hiring table....
Andrew X.
Jun 30, 20252 min read
Hands-On Production Level Machine Learning Project: YouTube Shorts Recommendation System (RecSys)
When reviewing many resumes recently, especially from candidates aiming to transition into Machine Learning Engineering (MLE) roles, one...
Andrew X.
Jun 29, 20253 min read
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